你有没有想过，聪明的AI也像一个需要不断成长的学生？本期我们要聊的几篇最新论文，就揭示了AI正在经历一场深刻的“思维修炼”。我们会看到，AI不仅在学习如何诊断自己为什么会“胡说八道”，还在学习如何像项目经理一样规划工作，甚至学会了反思和定义一个“更好的问题”。这不仅是让AI变得更强大，更是让它变得更“智慧”的关键一步。00:00:31 AI为什么会“一本正经地胡说八道”？一份统一的诊断书00:06:05 AI“填词游戏”里的速度与智慧00:11:58 你的AI团队里，谁才是真正的关键先生？00:17:33 如何提出一个“好问题”？这回轮到AI教我们了00:23:24 从“考高分”到“造地图”，AI决策的一次思维升级本期介绍的几篇论文：[CL] A Unified Definition of Hallucination, Or: It's the World Model, Stupid[CMU & Patronus AI & Stanford University]https://arxiv.org/abs/2512.21577---[LG] dUltra: Ultra-Fast Diffusion Language Models via Reinforcement Learning[University of Washington & UC Berkeley]https://arxiv.org/abs/2512.21446---[LG] An Information Theoretic Perspective on Agentic System Design[Stanford University]https://arxiv.org/abs/2512.21720---[AI] Accelerating Scientific Discovery with Autonomous Goal-evolving Agents[Cornell University & The Ohio State University & Yale University]https://arxiv.org/abs/2512.21782---[LG] Generative Actor Critic[Tsinghua University & UCLA & Beijing Institute of General Artificial Intelligence]https://arxiv.org/abs/2512.21527

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“What did the council decide on item 42?” — answered with the speaker and the moment.

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